{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mesh Interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Goal\n",
    "\n",
    "Demonstrate the use of `dhitools` to load and inspect a DHI MIKE unstructured `.mesh` file, and interpolate multiple raster digital elevation models (DEMs) in GeoTIFF format to the mesh."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.tri as tri\n",
    "\n",
    "from dhitools import mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "## tl;dr\n",
    "\n",
    "Minimum steps to interpolate mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "mesh_f = 'data/example_mesh_no_elevation.mesh' # Mesh files\n",
    "dem_dir = 'data/DEM' # DEM files\n",
    "dem_data = [os.path.join(dem_dir,f) for f in os.listdir(dem_dir) if f.endswith('tif')] # List with path to each DEM\n",
    "m = mesh.Mesh(mesh_f) # Load mesh\n",
    "m.interpolate_rasters(dem_data) # Interpolate mesh\n",
    "m.write_mesh('data/interpolated_mesh.mesh') # Save interpolated mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outline\n",
    "\n",
    "- Load and inspect `.mesh` file\n",
    "- Interpolate topographic and bathymetric data\n",
    "- Write new `.mesh`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and Inspect Mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at input files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# mesh file\n",
    "mesh_f = 'data/example_mesh_no_elevation.mesh'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data\\\\DEM\\\\bathy_100m.tif', 'data\\\\DEM\\\\bathy_30m.tif']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DEM files\n",
    "dem_dir = 'data\\DEM'\n",
    "dem_data = [os.path.join(dem_dir,f) for f in os.listdir(dem_dir) if f.endswith('tif')]\n",
    "dem_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **`Mesh`** class is called by inputing the path to `.mesh` file. It has a `summary()` method giving a quick overview of the mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Input mesh file: data/example_mesh_no_elevation.mesh\n",
      "Num. Elmts = 800\n",
      "Num. Nodes = 512\n",
      "Mean elevation = 0.0\n",
      "Projection = \n",
      " PROJCS[\"GDA_1994_MGA_Zone_56\",GEOGCS[\"GCS_GDA_1994\",DATUM[\"D_GDA_1994\",SPHEROID[\"GRS_1980\",6378137,298.257222101]],PRIMEM[\"Greenwich\",0],UNIT[\"Degree\",0.017453292519943295]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"False_Easting\",500000],PARAMETER[\"False_Northing\",10000000],PARAMETER[\"Central_Meridian\",153],PARAMETER[\"Scale_Factor\",0.9996],PARAMETER[\"Latitude_Of_Origin\",0],UNIT[\"Meter\",1]]\n"
     ]
    }
   ],
   "source": [
    "m = mesh.Mesh(mesh_f)\n",
    "m.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "This mesh has been exported from MIKE mesh generator with no elevation, and the summary shows a mean elevation of 0. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inspect mesh**\n",
    "\n",
    "\n",
    "With the mesh object, we can inspect:\n",
    "\n",
    "Node coordinates and extras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 315540.38242775, 7394626.69021463,       0.        ],\n",
       "       [ 315849.0911922 , 7389814.08687009,       0.        ],\n",
       "       [ 316638.556487  , 7399321.56619467,       0.        ],\n",
       "       ...,\n",
       "       [ 490093.73902814, 7294482.62424222,       0.        ],\n",
       "       [ 548389.43316959, 7268253.30725146,       0.        ],\n",
       "       [ 473523.15256975, 7347866.64155883,       0.        ]])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Node (x,y,z)\n",
    "m.nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 3, 1, 1, 1, 1, 1, 1, 1])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Node boundary codes\n",
    "m.node_boundary_codes[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Node idx\n",
    "m.node_ids[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Element coordinates and extras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 556172.87162483, 7173711.7031304 ,       0.        ],\n",
       "       [ 484836.52553413, 7185271.01760755,       0.        ],\n",
       "       [ 532742.07809056, 7131194.41147089,       0.        ],\n",
       "       ...,\n",
       "       [ 542665.67551288, 7273734.3959183 ,       0.        ],\n",
       "       [ 478885.96906115, 7351999.31684872,       0.        ],\n",
       "       [ 466955.91311826, 7351410.07796707,       0.        ]])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Element (x,y,z)\n",
    "m.elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Elements idx\n",
    "m.element_ids[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[502, 208, 447],\n",
       "       [378,  66,  65],\n",
       "       [329, 390, 239],\n",
       "       ...,\n",
       "       [280, 511, 215],\n",
       "       [459, 512, 436],\n",
       "       [365, 512, 496]])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Element table\n",
    "m.element_table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_____\n",
    "**Quick plots**\n",
    "\n",
    "We can have a quick look out our loaded mesh by:\n",
    "\n",
    "Just the mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting accepts matplotlib.triplot kwargs\n",
    "kwargs = dict(color='grey', linewidth=0.8)\n",
    "\n",
    "f1, a1 = m.plot_mesh(kwargs=kwargs)\n",
    "f1.set_size_inches(10,10)\n",
    "a1.grid()\n",
    "a1.set_aspect('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting the bathy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set fill=True to plot the mesh elevation\n",
    "kwargs = dict(levels=np.arange(-1,1,0.25))\n",
    "f2, a2, tf2 = m.plot_mesh(fill=True, kwargs=kwargs)\n",
    "f2.set_size_inches(10,10)\n",
    "a2.grid()\n",
    "a2.set_aspect('equal')\n",
    "\n",
    "f2.colorbar(tf2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The bathymetry is just zero, since we have not interpolated any elevation data yet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpolate DEM to Mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Only a small section of the mesh will be interpolated to keep DEM file sizes reasonable.*\n",
    "\n",
    "To interpolate, parse a list containing file path to each raster to interpolate. The order is important. Interpolation will be performed sequentially in the order that the rasters are in the list.\n",
    "\n",
    "Given the **dem list**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data\\\\DEM\\\\bathy_100m.tif', 'data\\\\DEM\\\\bathy_30m.tif']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This contains two rasters of varying resolution. The first is `bathy_100m` which has ~100m resolution and is interpolated first, then `bathy_30m` at ~30m resolution is interpolated. It does not matter if the raster does not encompass the entire mesh, interpolation will be performed only where the mesh and raster overlap for each respective raster.\n",
    "\n",
    "This allows multiple rasters of varying coverage and resolution to be interpolated to a model mesh, so that areas of higher mesh resolution can consider higher resolution DEMs and vice-versa. \n",
    "\n",
    "Patching can also be performed, where, say, a small region of the mesh requires further attention to an already interpolated mesh. Interpolating this new region will only update those areas and leave non-overlapping areas untouched."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Interpolate the rasters**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "m.interpolate_rasters(dem_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This updates the node z value mesh object for nodes that overlapped with the input rasters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspect interpolated region"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f3, a3, = plt.subplots()\n",
    "\n",
    "t = tri.Triangulation(m.nodes[:,0], m.nodes[:,1], m.element_table-1)\n",
    "tf3 = a3.tricontourf(t, m.nodes[:,2], vmin=-100, vmax=20, extend='neither', levels=np.linspace(-100,20))\n",
    "\n",
    "f3.set_size_inches(15,10)\n",
    "a3.grid()\n",
    "a3.set_aspect('equal')\n",
    "\n",
    "a3.set_xlim(440000, 560000)\n",
    "a3.set_ylim(7230000, 7300000)\n",
    "f3.colorbar(tf3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Interpolated Mesh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call the `write_mesh()` method parsing in the output path for the `.mesh`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_mesh = 'data/interpolated_mesh.mesh'\n",
    "m.write_mesh(out_mesh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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